{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:12:57.296659Z",
     "start_time": "2019-04-10T15:12:52.997481Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from glob import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:12:59.128564Z",
     "start_time": "2019-04-10T15:12:58.947678Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 293M\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 1.5M Apr  9 07:38 \u001b[0m\u001b[01;31m0408-1.csv.gz\u001b[0m\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 960K Apr  9 07:38 \u001b[01;31m913_lgb.csv.gz\u001b[0m\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 1.4M Apr  9 14:03 \u001b[01;31m920_nn.csv.gz\u001b[0m\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 1.5M Apr 10 11:23 \u001b[01;31m929_nn2.csv.gz\u001b[0m\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 1.5M Apr 10 11:23 \u001b[01;31m930_lgb2.csv.gz\u001b[0m\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 4.5M Apr  9 07:39 concat_lgb_hrd_0407_1.csv\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 4.5M Apr  9 07:39 concat_lgb_hrd_0408_1.csv\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 4.4M Apr 10 09:47 king_lgb_925.csv\r\n",
      "-rw-rw-r-- 1 Kazuki Kazuki 273M Apr  5 11:04 \u001b[01;31mshare_904_oof_preds.pkl.gz\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "ls -lh ../external"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:00.022179Z",
     "start_time": "2019-04-10T15:12:59.132254Z"
    }
   },
   "outputs": [],
   "source": [
    "sub_best = pd.merge(pd.read_csv('../input/sample_submission.csv.zip')[['ID_code']],\n",
    "                    pd.read_csv('../output/0410-3.csv.gz'),\n",
    "                    on='ID_code', how='left').target\n",
    "\n",
    "sub_best.name = 'best926'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:03.386805Z",
     "start_time": "2019-04-10T15:13:00.024855Z"
    }
   },
   "outputs": [],
   "source": [
    "sub_o = pd.read_csv('../input/sample_submission.csv.zip')\n",
    "\n",
    "fi_o = sorted(glob('../output/0410-1*.csv.gz'))\n",
    "\n",
    "for x in fi_o:\n",
    "    sub_o.target += pd.read_csv(x).target.rank()\n",
    "\n",
    "sub_o = sub_o.target.rank(pct=1)\n",
    "\n",
    "sub_o.name = 'onodera_lgb10fold10ave'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:05.351836Z",
     "start_time": "2019-04-10T15:13:03.389394Z"
    }
   },
   "outputs": [],
   "source": [
    "sub_h = pd.read_csv('../input/sample_submission.csv.zip')\n",
    "\n",
    "fi_h = sorted(glob('../output/0410-2*.csv.gz'))\n",
    "\n",
    "for x in fi_h:\n",
    "    sub_h.target += pd.read_csv(x).target.rank()\n",
    "\n",
    "sub_h = sub_h.target.rank(pct=1)\n",
    "\n",
    "sub_h.name = 'harada_lgb10fold10ave'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:06.752009Z",
     "start_time": "2019-04-10T15:13:05.355155Z"
    }
   },
   "outputs": [],
   "source": [
    "sub_p = pd.read_csv('../input/sample_submission.csv.zip')\n",
    "\n",
    "fi_p = sorted(glob('../output/0410-4*.csv.gz'))\n",
    "\n",
    "for x in fi_p:\n",
    "    sub_p.target += pd.read_csv(x).target.rank()\n",
    "\n",
    "sub_p = sub_p.target.rank(pct=1)\n",
    "\n",
    "sub_p.name = 'pseudo_lgb5fold5ave'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:07.091806Z",
     "start_time": "2019-04-10T15:13:06.754863Z"
    }
   },
   "outputs": [],
   "source": [
    "sub_a_nn = pd.read_csv('../external/929_nn2.csv.gz').target\n",
    "sub_a_nn.name = 'akiyama_nn10ave'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:07.314923Z",
     "start_time": "2019-04-10T15:13:07.095004Z"
    }
   },
   "outputs": [],
   "source": [
    "sub_a_lgb = pd.read_csv('../external/930_lgb2.csv.gz').target\n",
    "sub_a_lgb.name = 'akiyama_lgb10ave'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:07.448108Z",
     "start_time": "2019-04-10T15:13:07.317469Z"
    }
   },
   "outputs": [],
   "source": [
    "subs = pd.concat([sub_best, sub_o, sub_h, sub_p, sub_a_nn, sub_a_lgb], axis=1).drop(np.load('../data/fake_index.npy'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:07.554115Z",
     "start_time": "2019-04-10T15:13:07.450414Z"
    }
   },
   "outputs": [],
   "source": [
    "hm = subs.rank().corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-04-10T15:13:08.043904Z",
     "start_time": "2019-04-10T15:13:07.556507Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f079db777f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 7))\n",
    "ax = sns.heatmap(hm, annot=True, annot_kws={'fontsize':10}, fmt='.5f', cmap='bwr')\n",
    "plt.yticks(fontsize=15, rotation=0)\n",
    "plt.xticks(fontsize=15, rotation=45)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
